{"id":"W2908995279","doi":"10.1016/j.prro.2019.01.003","title":"Seroma Visualization and Implant Accuracy in Permanent Breast Seed Implant Brachytherapy","year":2019,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; University of Victoria; Interior Health; BC Cancer Agency","funders":"BC Cancer Foundation; American Society for Radiation Oncology","keywords":"Medicine; Seroma; Implant; Breast implant; Brachytherapy; Visualization; Dentistry; Surgery; Radiation therapy; Complication; Data mining","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003140168,0.0001316607,0.0003200616,0.0001913202,0.00004393383,0.00002267234,0.00002673006,0.0002378928,0.0002387553],"category_scores_gemma":[0.00007858707,0.0001114412,0.00003466301,0.0001561278,0.00004283589,0.0003272645,0.0000195723,0.0002688545,0.0001293897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002147199,"about_ca_system_score_gemma":0.0002431492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007618913,"about_ca_topic_score_gemma":0.00003970148,"domain_scores_codex":[0.9988154,0.0001700508,0.0003465578,0.0002683551,0.0001529409,0.0002467071],"domain_scores_gemma":[0.9989518,0.0005468247,0.0001832266,0.0001152403,0.00005517391,0.0001477335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004029496,0.0009236379,0.3344987,0.0001456155,0.0001353259,0.0003858707,0.001188915,0.00001534144,0.01269014,0.01342411,0.001111036,0.6314518],"study_design_scores_gemma":[0.004813231,0.0006705059,0.6735193,0.00003635356,0.00005773453,0.3024662,0.0002722397,0.007237769,0.0003230372,0.0001980834,0.01023953,0.0001659774],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918016,0.00006658488,0.0001392227,0.005832167,0.0006676118,0.0005460703,0.00001914443,0.00004458272,0.0008830267],"genre_scores_gemma":[0.9982293,0.0002686078,0.0002882358,0.0006686662,0.0002150372,0.00001789819,0.0001992606,0.00001560581,0.00009743439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6312858,"threshold_uncertainty_score":0.4544439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01760173406330248,"score_gpt":0.3611524778343237,"score_spread":0.3435507437710212,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}